Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	2938
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	528.0 KiB
Average record size in memory	184.0 B

Variable types

Numeric	21
Categorical	2

Variable descriptions

files	Files in the filesystem
datec	Creation date
datem	Modification date

Alerts

`Country` has a high cardinality: 193 distinct values	High cardinality
`Adult_Mortality` is highly overall correlated with `HIV/AIDS` and 2 other fields	High correlation
`Alcohol` is highly overall correlated with `Education` and 1 other fields	High correlation
`BMI` is highly overall correlated with `Education` and 6 other fields	High correlation
`Diphtheria` is highly overall correlated with `Education` and 4 other fields	High correlation
`Education` is highly overall correlated with `Alcohol` and 12 other fields	High correlation
`GDP` is highly overall correlated with `Education` and 3 other fields	High correlation
`HepB` is highly overall correlated with `Diphtheria` and 1 other fields	High correlation
`HIV/AIDS` is highly overall correlated with `Adult_Mortality` and 5 other fields	High correlation
`Income_Composition` is highly overall correlated with `Adult_Mortality` and 12 other fields	High correlation
`Infant_Deaths` is highly overall correlated with `Education` and 4 other fields	High correlation
`Life_Expectancy` is highly overall correlated with `Adult_Mortality` and 12 other fields	High correlation
`lt5_Deaths` is highly overall correlated with `BMI` and 6 other fields	High correlation
`Measles` is highly overall correlated with `Infant_Deaths` and 1 other fields	High correlation
`Percent_Expenditure` is highly overall correlated with `GDP`	High correlation
`Polio` is highly overall correlated with `Diphtheria` and 4 other fields	High correlation
`Thinness_1-19y` is highly overall correlated with `BMI` and 4 other fields	High correlation
`Thinness_5-9y` is highly overall correlated with `BMI` and 4 other fields	High correlation
`Dev_Status` is highly overall correlated with `Alcohol` and 3 other fields	High correlation
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`Income_Composition` has 133 (4.5%) zeros	Zeros
`Infant_Deaths` has 848 (28.9%) zeros	Zeros
`lt5_Deaths` has 785 (26.7%) zeros	Zeros
`Measles` has 983 (33.5%) zeros	Zeros
`Percent_Expenditure` has 611 (20.8%) zeros	Zeros

Reproduction

Analysis started	2023-01-06 05:11:09.685218
Analysis finished	2023-01-06 05:11:59.663583
Duration	49.98 seconds
Software version	pandas-profiling vdev
Download configuration	config.json

Adult_Mortality
Real number (ℝ)

Distinct	425
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.81654

Minimum	1
Maximum	723
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	74
median	144
Q3	228
95-th percentile	411
Maximum	723
Range	722
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	124.43375
Coefficient of variation (CV)	0.75498337
Kurtosis	1.7264088
Mean	164.81654
Median Absolute Deviation (MAD)	76
Skewness	1.1701818
Sum	484231
Variance	15483.758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	34	1.2%
14	30	1.0%
16	29	1.0%
138	25	0.9%
11	25	0.9%
19	24	0.8%
144	22	0.7%
13	21	0.7%
17	21	0.7%
15	21	0.7%
Other values (415)	2686	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	0.4%
2	8	0.3%
3	6	0.2%
4	4	0.1%
5	2	0.1%
6	13	0.4%
7	16	0.5%
8	14	0.5%
9	12	0.4%
11	25	0.9%

Value	Count	Frequency (%)
723	1	< 0.1%
717	1	< 0.1%
715	1	< 0.1%
699	1	< 0.1%
693	1	< 0.1%
686	1	< 0.1%
682	1	< 0.1%
679	1	< 0.1%
675	1	< 0.1%
666	1	< 0.1%

Alcohol
Real number (ℝ)

Distinct	1076
Distinct (%)	36.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6072703

Minimum	0.01
Maximum	17.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.88
median	3.765
Q3	7.665
95-th percentile	11.963
Maximum	17.87
Range	17.86
Interquartile range (IQR)	6.785

Descriptive statistics

Standard deviation	4.044785
Coefficient of variation (CV)	0.87791354
Kurtosis	-0.80317058
Mean	4.6072703
Median Absolute Deviation (MAD)	3.265
Skewness	0.58626679
Sum	13536.16
Variance	16.360285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	302	10.3%
7.3	21	0.7%
0.03	16	0.5%
0.02	14	0.5%
0.04	13	0.4%
0.09	13	0.4%
1.18	11	0.4%
0.06	11	0.4%
0.49	10	0.3%
0.17	10	0.3%
Other values (1066)	2517	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	302	10.3%
0.02	14	0.5%
0.03	16	0.5%
0.04	13	0.4%
0.05	10	0.3%
0.06	11	0.4%
0.07	5	0.2%
0.08	10	0.3%
0.09	13	0.4%
0.1	8	0.3%

Value	Count	Frequency (%)
17.87	1	< 0.1%
17.31	1	< 0.1%
16.99	1	< 0.1%
16.58	1	< 0.1%
16.35	1	< 0.1%
15.52	1	< 0.1%
15.19	1	< 0.1%
15.14	1	< 0.1%
15.07	1	< 0.1%
15.04	2	0.1%

BMI
Real number (ℝ)

Distinct	608
Distinct (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.02015

Minimum	1
Maximum	87.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1
5-th percentile	4.785
Q1	19
median	43
Q3	56.1
95-th percentile	64.715
Maximum	87.3
Range	86.3
Interquartile range (IQR)	37.1

Descriptive statistics

Standard deviation	20.175077
Coefficient of variation (CV)	0.53064169
Kurtosis	-1.3096342
Mean	38.02015
Median Absolute Deviation (MAD)	16.6
Skewness	-0.20244667
Sum	111703.2
Variance	407.03372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.1	22	0.7%
4.1	20	0.7%
58.5	18	0.6%
55.8	16	0.5%
57	16	0.5%
54.2	15	0.5%
59.9	15	0.5%
59.3	14	0.5%
52.8	13	0.4%
59.4	13	0.4%
Other values (598)	2776	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.4	2	0.1%
1.8	1	< 0.1%
1.9	1	< 0.1%
2	1	< 0.1%
2.1	11	0.4%
2.2	9	0.3%
2.3	6	0.2%
2.4	5	0.2%
2.5	8	0.3%

Value	Count	Frequency (%)
87.3	1	< 0.1%
83.3	1	< 0.1%
82.8	1	< 0.1%
81.6	1	< 0.1%
79.3	1	< 0.1%
77.6	1	< 0.1%
77.3	1	< 0.1%
77.1	1	< 0.1%
76.7	1	< 0.1%
76.2	1	< 0.1%

Country
Categorical

Distinct	193
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Memory size	23.1 KiB

Afghanistan	16
Peru	16
Nicaragua	16
Niger	16
Nigeria	16
Other values (188)	2858

Overview
Categories

Length

Max length	52
Median length	34
Mean length	10.041184
Min length	4

Unique

Unique	10 ?
Unique (%)	0.3%

Sample

1st row	Afghanistan
2nd row	Afghanistan
3rd row	Afghanistan
4th row	Afghanistan
5th row	Afghanistan

Common Values

Value	Count	Frequency (%)
Afghanistan	16	0.5%
Peru	16	0.5%
Nicaragua	16	0.5%
Niger	16	0.5%
Nigeria	16	0.5%
Norway	16	0.5%
Oman	16	0.5%
Pakistan	16	0.5%
Panama	16	0.5%
Papua New Guinea	16	0.5%
Other values (183)	2778	94.6%

Length

Histogram of lengths of the category

Dev_Status
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	23.1 KiB

Developing	2426
Developed	512

Overview
Categories

Length

Max length	10
Median length	10
Mean length	9.8257318
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Developing
2nd row	Developing
3rd row	Developing
4th row	Developing
5th row	Developing

Common Values

Value	Count	Frequency (%)
Developing	2426	82.6%
Developed	512	17.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Diphtheria
Real number (ℝ)

Distinct	81
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.075221

Minimum	2
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	97
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.917022
Coefficient of variation (CV)	0.29140369
Kurtosis	3.3990882
Mean	82.075221
Median Absolute Deviation (MAD)	6
Skewness	-2.0395318
Sum	241137
Variance	572.02396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	350	11.9%
98	254	8.6%
97	205	7.0%
96	201	6.8%
95	200	6.8%
94	149	5.1%
93	120	4.1%
92	100	3.4%
91	91	3.1%
89	76	2.6%
Other values (71)	1192	40.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	4	0.1%
4	12	0.4%
5	10	0.3%
6	16	0.5%
7	21	0.7%
8	39	1.3%
9	73	2.5%
16	1	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
99	350	11.9%
98	254	8.6%
97	205	7.0%
96	201	6.8%
95	200	6.8%
94	149	5.1%
93	120	4.1%
92	100	3.4%
91	91	3.1%
89	76	2.6%

Education
Real number (ℝ)

Distinct	173
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.935671

Minimum	0
Maximum	20.7
Zeros	29
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5.6
Q1	10.1
median	12.3
Q3	14.1
95-th percentile	16.8
Maximum	20.7
Range	20.7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3402021
Coefficient of variation (CV)	0.27985039
Kurtosis	0.92799932
Mean	11.935671
Median Absolute Deviation (MAD)	2
Skewness	-0.62118269
Sum	35067
Variance	11.15695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.5	97	3.3%
11.8	81	2.8%
13	64	2.2%
12.9	58	2.0%
13.3	52	1.8%
12.8	46	1.6%
12.3	44	1.5%
12.6	43	1.5%
12.4	42	1.4%
11.9	41	1.4%
Other values (163)	2370	80.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	1.0%
2.8	1	< 0.1%
2.9	4	0.1%
3	1	< 0.1%
3.1	1	< 0.1%
3.3	1	< 0.1%
3.4	1	< 0.1%
3.5	3	0.1%
3.6	1	< 0.1%
3.7	2	0.1%

Value	Count	Frequency (%)
20.7	1	< 0.1%
20.6	1	< 0.1%
20.5	1	< 0.1%
20.4	3	0.1%
20.3	4	0.1%
20.1	2	0.1%
19.8	1	< 0.1%
19.7	1	< 0.1%
19.5	3	0.1%
19.3	2	0.1%

GDP
Real number (ℝ)

Distinct	2490
Distinct (%)	84.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7475.5936

Minimum	1.68135
Maximum	119172.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1.68135
5-th percentile	63.223863
Q1	456.76653
median	1680.8349
Q3	6454.0616
95-th percentile	37813.234
Maximum	119172.74
Range	119171.06
Interquartile range (IQR)	5997.2951

Descriptive statistics

Standard deviation	13728.462
Coefficient of variation (CV)	1.8364377
Kurtosis	12.33742
Mean	7475.5936
Median Absolute Deviation (MAD)	1544.8364
Skewness	3.1366648
Sum	21963294
Variance	1.8847067 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1469.849149	49	1.7%
14672.8826	49	1.7%
3371.26869	49	1.7%
216.172747	34	1.2%
29986.2915	33	1.1%
18389.38433	33	1.1%
672.92113	18	0.6%
375.8528566	18	0.6%
4116.46693	17	0.6%
78.92744	17	0.6%
Other values (2480)	2621	89.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.68135	1	< 0.1%
3.685949	1	< 0.1%
4.6135745	1	< 0.1%
5.6687264	1	< 0.1%
8.376432	1	< 0.1%
11.147277	1	< 0.1%
11.33678	1	< 0.1%
11.553196	1	< 0.1%
11.631377	1	< 0.1%
12.1789279	1	< 0.1%

Value	Count	Frequency (%)
119172.7418	1	< 0.1%
115761.577	1	< 0.1%
114293.8433	1	< 0.1%
113751.85	1	< 0.1%
89739.7117	1	< 0.1%
88564.82298	1	< 0.1%
87998.44468	1	< 0.1%
87646.75346	1	< 0.1%
86852.7119	1	< 0.1%
85948.746	1	< 0.1%

HepB
Real number (ℝ)

Distinct	87
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.683799

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	66
median	89
Q3	96
95-th percentile	99
Maximum	99
Range	98
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	28.851806
Coefficient of variation (CV)	0.38121509
Kurtosis	0.5971042
Mean	75.683799
Median Absolute Deviation (MAD)	9
Skewness	-1.377775
Sum	222359
Variance	832.42671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	256	8.7%
98	243	8.3%
96	171	5.8%
95	162	5.5%
97	155	5.3%
93	133	4.5%
94	128	4.4%
92	108	3.7%
89	80	2.7%
91	75	2.6%
Other values (77)	1427	48.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	32	1.1%
4	6	0.2%
5	19	0.6%
6	21	0.7%
7	43	1.5%
8	59	2.0%
9	75	2.6%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
99	256	8.7%
98	243	8.3%
97	155	5.3%
96	171	5.8%
95	162	5.5%
94	128	4.4%
93	133	4.5%
92	108	3.7%
91	75	2.6%
89	80	2.7%

HIV/AIDS
Real number (ℝ)

Distinct	200
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7421035

Minimum	0.1
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.1
median	0.1
Q3	0.8
95-th percentile	8.515
Maximum	50.6
Range	50.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	5.0777845
Coefficient of variation (CV)	2.9147434
Kurtosis	34.892008
Mean	1.7421035
Median Absolute Deviation (MAD)	0
Skewness	5.396112
Sum	5118.3
Variance	25.783896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	1781	60.6%
0.2	124	4.2%
0.3	115	3.9%
0.4	69	2.3%
0.5	42	1.4%
0.6	35	1.2%
0.9	32	1.1%
0.8	32	1.1%
0.7	29	1.0%
1.5	21	0.7%
Other values (190)	658	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1781	60.6%
0.2	124	4.2%
0.3	115	3.9%
0.4	69	2.3%
0.5	42	1.4%
0.6	35	1.2%
0.7	29	1.0%
0.8	32	1.1%
0.9	32	1.1%
1	12	0.4%

Value	Count	Frequency (%)
50.6	1	< 0.1%
50.3	1	< 0.1%
49.9	1	< 0.1%
49.1	1	< 0.1%
48.8	1	< 0.1%
46.4	1	< 0.1%
43.7	1	< 0.1%
43.5	1	< 0.1%
42.1	1	< 0.1%
40.7	1	< 0.1%

Income_Composition
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	625
Distinct (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.63141763

Minimum	0
Maximum	0.948
Zeros	133
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.268
Q1	0.494
median	0.684
Q3	0.791
95-th percentile	0.89
Maximum	0.948
Range	0.948
Interquartile range (IQR)	0.297

Descriptive statistics

Standard deviation	0.21092014
Coefficient of variation (CV)	0.33404221
Kurtosis	1.3725658
Mean	0.63141763
Median Absolute Deviation (MAD)	0.124
Skewness	-1.1672968
Sum	1855.105
Variance	0.044487305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	133	4.5%
0.798	56	1.9%
0.791	55	1.9%
0.808	37	1.3%
0.455	21	0.7%
0.268	19	0.6%
0.7	17	0.6%
0.739	13	0.4%
0.714	12	0.4%
0.636	12	0.4%
Other values (615)	2563	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	4.5%
0.253	1	< 0.1%
0.255	1	< 0.1%
0.261	1	< 0.1%
0.266	1	< 0.1%
0.268	19	0.6%
0.27	1	< 0.1%
0.276	1	< 0.1%
0.278	1	< 0.1%
0.279	1	< 0.1%

Value	Count	Frequency (%)
0.948	1	< 0.1%
0.945	1	< 0.1%
0.942	1	< 0.1%
0.941	1	< 0.1%
0.939	1	< 0.1%
0.938	1	< 0.1%
0.937	1	< 0.1%
0.936	5	0.2%
0.934	2	0.1%
0.933	1	< 0.1%

Infant_Deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	209
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.303948

Minimum	0
Maximum	1800
Zeros	848
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	22
95-th percentile	94.15
Maximum	1800
Range	1800
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	117.9265
Coefficient of variation (CV)	3.8914567
Kurtosis	116.04276
Mean	30.303948
Median Absolute Deviation (MAD)	3
Skewness	9.786963
Sum	89033
Variance	13906.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	848	28.9%
1	342	11.6%
2	203	6.9%
3	175	6.0%
4	96	3.3%
8	57	1.9%
7	53	1.8%
9	48	1.6%
10	48	1.6%
6	46	1.6%
Other values (199)	1022	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	848	28.9%
1	342	11.6%
2	203	6.9%
3	175	6.0%
4	96	3.3%
5	44	1.5%
6	46	1.6%
7	53	1.8%
8	57	1.9%
9	48	1.6%

Value	Count	Frequency (%)
1800	2	0.1%
1700	2	0.1%
1600	1	< 0.1%
1500	2	0.1%
1400	1	< 0.1%
1300	2	0.1%
1200	1	< 0.1%
1100	2	0.1%
1000	1	< 0.1%
957	1	< 0.1%

Life_Expectancy
Real number (ℝ)

Distinct	362
Distinct (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.195643

Minimum	36.3
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	36.3
5-th percentile	51.385
Q1	63.025
median	72
Q3	75.6
95-th percentile	82
Maximum	89
Range	52.7
Interquartile range (IQR)	12.575

Descriptive statistics

Standard deviation	9.5366541
Coefficient of variation (CV)	0.1378216
Kurtosis	-0.24391734
Mean	69.195643
Median Absolute Deviation (MAD)	5.8
Skewness	-0.63545466
Sum	203296.8
Variance	90.947771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	45	1.5%
75	33	1.1%
78	31	1.1%
73.6	28	1.0%
73.9	25	0.9%
76	25	0.9%
81	25	0.9%
74.5	24	0.8%
74.7	24	0.8%
73.5	23	0.8%
Other values (352)	2655	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.3	1	< 0.1%
39	1	< 0.1%
41	1	< 0.1%
41.5	1	< 0.1%
42.3	1	< 0.1%
43.1	1	< 0.1%
43.3	1	< 0.1%
43.5	1	< 0.1%
43.8	1	< 0.1%
44	1	< 0.1%

Value	Count	Frequency (%)
89	11	0.4%
88	10	0.3%
87	9	0.3%
86	15	0.5%
85	12	0.4%
84	11	0.4%
83.7	1	< 0.1%
83.5	2	0.1%
83.4	1	< 0.1%
83.3	1	< 0.1%

lt5_Deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	252
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.035739

Minimum	0
Maximum	2500
Zeros	785
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	28
95-th percentile	138
Maximum	2500
Range	2500
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	160.44555
Coefficient of variation (CV)	3.8168842
Kurtosis	109.7528
Mean	42.035739
Median Absolute Deviation (MAD)	4
Skewness	9.4950647
Sum	123501
Variance	25742.774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	785	26.7%
1	361	12.3%
2	163	5.5%
4	161	5.5%
3	129	4.4%
12	53	1.8%
8	49	1.7%
6	48	1.6%
10	47	1.6%
5	44	1.5%
Other values (242)	1098	37.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	785	26.7%
1	361	12.3%
2	163	5.5%
3	129	4.4%
4	161	5.5%
5	44	1.5%
6	48	1.6%
7	30	1.0%
8	49	1.7%
9	40	1.4%

Value	Count	Frequency (%)
2500	1	< 0.1%
2400	1	< 0.1%
2300	1	< 0.1%
2200	1	< 0.1%
2100	1	< 0.1%
2000	2	0.1%
1900	1	< 0.1%
1800	1	< 0.1%
1700	1	< 0.1%
1600	1	< 0.1%

Measles
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	958
Distinct (%)	32.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2419.5922

Minimum	0
Maximum	212183
Zeros	983
Zeros (%)	33.5%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17
Q3	360.25
95-th percentile	9985.55
Maximum	212183
Range	212183
Interquartile range (IQR)	360.25

Descriptive statistics

Standard deviation	11467.272
Coefficient of variation (CV)	4.7393409
Kurtosis	114.8599
Mean	2419.5922
Median Absolute Deviation (MAD)	17
Skewness	9.4413319
Sum	7108762
Variance	1.3149834 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	983	33.5%
1	104	3.5%
2	68	2.3%
3	44	1.5%
4	33	1.1%
6	29	1.0%
7	28	1.0%
5	25	0.9%
8	24	0.8%
9	22	0.7%
Other values (948)	1578	53.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	983	33.5%
1	104	3.5%
2	68	2.3%
3	44	1.5%
4	33	1.1%
5	25	0.9%
6	29	1.0%
7	28	1.0%
8	24	0.8%
9	22	0.7%

Value	Count	Frequency (%)
212183	1	< 0.1%
182485	1	< 0.1%
168107	1	< 0.1%
141258	1	< 0.1%
133802	1	< 0.1%
131441	1	< 0.1%
124219	1	< 0.1%
118712	1	< 0.1%
110927	1	< 0.1%
109023	1	< 0.1%

Percent_Expenditure
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2328
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	738.2513

Minimum	0
Maximum	19479.912
Zeros	611
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.6853426
median	64.912906
Q3	441.53414
95-th percentile	4506.6385
Maximum	19479.912
Range	19479.912
Interquartile range (IQR)	436.8488

Descriptive statistics

Standard deviation	1987.9149
Coefficient of variation (CV)	2.6927347
Kurtosis	26.573387
Mean	738.2513
Median Absolute Deviation (MAD)	64.912906
Skewness	4.6520513
Sum	2168982.3
Variance	3951805.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	611	20.8%
71.27962362	1	< 0.1%
3.304039899	1	< 0.1%
218.5716179	1	< 0.1%
36.81621175	1	< 0.1%
2.542436908	1	< 0.1%
2.092343893	1	< 0.1%
22.35595448	1	< 0.1%
15.25518816	1	< 0.1%
31.50243237	1	< 0.1%
Other values (2318)	2318	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	611	20.8%
0.09987219	1	< 0.1%
0.108055973	1	< 0.1%
0.27564826	1	< 0.1%
0.328418056	1	< 0.1%
0.358651421	1	< 0.1%
0.388253772	1	< 0.1%
0.397228764	1	< 0.1%
0.442802404	1	< 0.1%
0.5305728	1	< 0.1%

Value	Count	Frequency (%)
19479.91161	1	< 0.1%
19099.04506	1	< 0.1%
18961.3486	1	< 0.1%
18822.86732	1	< 0.1%
18379.32974	1	< 0.1%
17028.52798	1	< 0.1%
16255.16198	1	< 0.1%
15515.75234	1	< 0.1%
15345.4907	1	< 0.1%
15268.06445	1	< 0.1%

Polio
Real number (ℝ)

Distinct	73
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.307692

Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	77
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	96
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	23.636677
Coefficient of variation (CV)	0.28717458
Kurtosis	3.6137881
Mean	82.307692
Median Absolute Deviation (MAD)	6
Skewness	-2.0664036
Sum	241820
Variance	558.69249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	376	12.8%
98	255	8.7%
96	207	7.0%
97	205	7.0%
95	180	6.1%
94	159	5.4%
93	120	4.1%
92	96	3.3%
91	88	3.0%
9	77	2.6%
Other values (63)	1175	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	7	0.2%
4	11	0.4%
5	8	0.3%
6	11	0.4%
7	24	0.8%
8	40	1.4%
9	77	2.6%
17	1	< 0.1%
23	1	< 0.1%
24	2	0.1%

Value	Count	Frequency (%)
99	376	12.8%
98	255	8.7%
97	205	7.0%
96	207	7.0%
95	180	6.1%
94	159	5.4%
93	120	4.1%
92	96	3.3%
91	88	3.0%
89	56	1.9%

Population
Real number (ℝ)

Distinct	2278
Distinct (%)	77.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13168705

Minimum	34
Maximum	1.2938593 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	34
5-th percentile	8446
Q1	136425.5
median	1289898
Q3	7394105.5
95-th percentile	49175848
Maximum	1.2938593 × 10⁹
Range	1.2938593 × 10⁹
Interquartile range (IQR)	7257680

Descriptive statistics

Standard deviation	56299844
Coefficient of variation (CV)	4.2752757
Kurtosis	319.83093
Mean	13168705
Median Absolute Deviation (MAD)	1271335
Skewness	15.921272
Sum	3.8689655 × 10¹⁰
Variance	3.1696724 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49175848	65	2.2%
8446	49	1.7%
1289898	49	1.7%
18563	49	1.7%
943286	49	1.7%
82573	34	1.2%
8486	33	1.1%
4564297	33	1.1%
11719673	18	0.6%
542357	18	0.6%
Other values (2268)	2541	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	< 0.1%
36	1	< 0.1%
41	1	< 0.1%
43	1	< 0.1%
123	1	< 0.1%
135	1	< 0.1%
146	1	< 0.1%
286	1	< 0.1%
292	2	0.1%
297	1	< 0.1%

Value	Count	Frequency (%)
1293859294	1	< 0.1%
1179681239	1	< 0.1%
1161977719	1	< 0.1%
1144118674	1	< 0.1%
1126135777	1	< 0.1%
258162113	1	< 0.1%
255131116	1	< 0.1%
248883232	1	< 0.1%
242524123	1	< 0.1%
236159276	1	< 0.1%

Thinness_1-19y
Real number (ℝ)

Distinct	200
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9559564

Minimum	0.1
Maximum	27.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	1.6
median	3.4
Q3	7.3
95-th percentile	14.7
Maximum	27.7
Range	27.6
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	4.5414034
Coefficient of variation (CV)	0.91635257
Kurtosis	3.3866731
Mean	4.9559564
Median Absolute Deviation (MAD)	2.4
Skewness	1.6364319
Sum	14560.6
Variance	20.624345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	74	2.5%
1.9	65	2.2%
0.8	64	2.2%
0.7	63	2.1%
1.2	62	2.1%
2.1	61	2.1%
1.5	60	2.0%
2.2	58	2.0%
2	57	1.9%
0.9	57	1.9%
Other values (190)	2317	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	28	1.0%
0.2	41	1.4%
0.3	33	1.1%
0.4	5	0.2%
0.5	35	1.2%
0.6	41	1.4%
0.7	63	2.1%
0.8	64	2.2%
0.9	57	1.9%
1	74	2.5%

Value	Count	Frequency (%)
27.7	1	< 0.1%
27.5	1	< 0.1%
27.4	1	< 0.1%
27.3	1	< 0.1%
27.2	2	0.1%
27.1	2	0.1%
27	3	0.1%
26.9	2	0.1%
26.8	2	0.1%
26.7	1	< 0.1%

Thinness_5-9y
Real number (ℝ)

Distinct	207
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0025528

Minimum	0.1
Maximum	28.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.6
median	3.4
Q3	7.3
95-th percentile	15.015
Maximum	28.6
Range	28.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	4.6701535
Coefficient of variation (CV)	0.93355408
Kurtosis	3.7376175
Mean	5.0025528
Median Absolute Deviation (MAD)	2.4
Skewness	1.713845
Sum	14697.5
Variance	21.810334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	69	2.3%
1.1	67	2.3%
0.5	63	2.1%
1.9	63	2.1%
1	62	2.1%
2.1	61	2.1%
1.3	59	2.0%
1.5	57	1.9%
1.7	55	1.9%
0.6	54	1.8%
Other values (197)	2328	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	37	1.3%
0.2	46	1.6%
0.3	26	0.9%
0.4	17	0.6%
0.5	63	2.1%
0.6	54	1.8%
0.7	46	1.6%
0.8	36	1.2%
0.9	69	2.3%
1	62	2.1%

Value	Count	Frequency (%)
28.6	1	< 0.1%
28.5	1	< 0.1%
28.4	1	< 0.1%
28.3	1	< 0.1%
28.2	1	< 0.1%
28.1	1	< 0.1%
28	2	0.1%
27.9	1	< 0.1%
27.8	2	0.1%
27.7	1	< 0.1%

Total_Expenditure
Real number (ℝ)

Distinct	818
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.905211

Minimum	0.37
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.37
5-th percentile	1.9685
Q1	4.26
median	5.71
Q3	7.44
95-th percentile	9.7415
Maximum	17.6
Range	17.23
Interquartile range (IQR)	3.18

Descriptive statistics

Standard deviation	2.48462
Coefficient of variation (CV)	0.42075041
Kurtosis	1.3511628
Mean	5.905211
Median Absolute Deviation (MAD)	1.55
Skewness	0.67536079
Sum	17349.51
Variance	6.1733364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.56	24	0.8%
6.31	23	0.8%
4.6	16	0.5%
6.7	15	0.5%
2.77	15	0.5%
5.6	12	0.4%
3.4	12	0.4%
5.9	11	0.4%
4.36	11	0.4%
5.25	11	0.4%
Other values (808)	2788	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.37	1	< 0.1%
0.65	1	< 0.1%
0.74	1	< 0.1%
0.76	1	< 0.1%
0.92	1	< 0.1%
1.1	3	0.1%
1.12	3	0.1%
1.15	2	0.1%
1.17	2	0.1%
1.18	3	0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.24	2	0.1%
17.2	2	0.1%
17.14	1	< 0.1%
17	1	< 0.1%
16.9	1	< 0.1%
16.61	2	0.1%
16.2	1	< 0.1%
15.6	1	< 0.1%
15.57	1	< 0.1%

Unnamed: 0
Real number (ℝ)

UNIFORM UNIQUE

Distinct	2938
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1468.5

Minimum	0
Maximum	2937
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	146.85
Q1	734.25
median	1468.5
Q3	2202.75
95-th percentile	2790.15
Maximum	2937
Range	2937
Interquartile range (IQR)	1468.5

Descriptive statistics

Standard deviation	848.27187
Coefficient of variation (CV)	0.57764513
Kurtosis	-1.2
Mean	1468.5
Median Absolute Deviation (MAD)	734.5
Skewness	0
Sum	4314453
Variance	719565.17
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
1951	1	< 0.1%
1953	1	< 0.1%
1954	1	< 0.1%
1955	1	< 0.1%
1956	1	< 0.1%
1957	1	< 0.1%
1958	1	< 0.1%
1959	1	< 0.1%
1960	1	< 0.1%
Other values (2928)	2928	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
2937	1	< 0.1%
2936	1	< 0.1%
2935	1	< 0.1%
2934	1	< 0.1%
2933	1	< 0.1%
2932	1	< 0.1%
2931	1	< 0.1%
2930	1	< 0.1%
2929	1	< 0.1%
2928	1	< 0.1%

Year
Real number (ℝ)

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2007.5187

Minimum	2000
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	2000
5-th percentile	2000
Q1	2004
median	2008
Q3	2012
95-th percentile	2015
Maximum	2015
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6138409
Coefficient of variation (CV)	0.0022982804
Kurtosis	-1.2137217
Mean	2007.5187
Median Absolute Deviation (MAD)	4
Skewness	-0.0064090274
Sum	5898090
Variance	21.287528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2013	193	6.6%
2015	183	6.2%
2014	183	6.2%
2012	183	6.2%
2011	183	6.2%
2010	183	6.2%
2009	183	6.2%
2008	183	6.2%
2007	183	6.2%
2006	183	6.2%
Other values (6)	1098	37.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	183	6.2%
2001	183	6.2%
2002	183	6.2%
2003	183	6.2%
2004	183	6.2%
2005	183	6.2%
2006	183	6.2%
2007	183	6.2%
2008	183	6.2%
2009	183	6.2%

Value	Count	Frequency (%)
2015	183	6.2%
2014	183	6.2%
2013	193	6.6%
2012	183	6.2%
2011	183	6.2%
2010	183	6.2%
2009	183	6.2%
2008	183	6.2%
2007	183	6.2%
2006	183	6.2%

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Heatmap
Table

	Adult_Mortality	Alcohol	BMI	Diphtheria	Education	GDP	HepB	HIV/AIDS	Income_Composition	Infant_Deaths	Life_Expectancy	lt5_Deaths	Measles	Percent_Expenditure	Polio	Population	Thinness_1-19y	Thinness_5-9y	Total_Expenditure	Unnamed: 0	Year	Dev_Status
Adult_Mortality	1.000	-0.200	-0.401	-0.329	-0.489	-0.346	-0.219	0.521	-0.533	0.390	-0.648	0.403	0.146	-0.297	-0.320	0.022	0.399	0.413	-0.175	0.027	-0.053	0.364
Alcohol	-0.200	1.000	0.294	0.263	0.501	0.381	0.108	-0.184	0.494	-0.361	0.416	-0.360	-0.195	0.263	0.253	0.015	-0.434	-0.427	0.332	-0.048	-0.092	0.631
BMI	-0.401	0.294	1.000	0.342	0.599	0.386	0.266	-0.524	0.584	-0.489	0.585	-0.501	-0.276	0.282	0.332	-0.019	-0.574	-0.584	0.251	0.002	0.147	0.459
Diphtheria	-0.329	0.263	0.342	1.000	0.532	0.338	0.746	-0.470	0.516	-0.423	0.541	-0.426	-0.253	0.227	0.921	-0.053	-0.246	-0.254	0.153	-0.009	0.139	0.315
Education	-0.489	0.501	0.599	0.532	1.000	0.604	0.382	-0.614	0.881	-0.595	0.791	-0.606	-0.288	0.466	0.529	-0.018	-0.571	-0.572	0.267	-0.043	0.186	0.602
GDP	-0.346	0.381	0.386	0.338	0.604	1.000	0.229	-0.433	0.661	-0.417	0.567	-0.422	-0.169	0.575	0.348	-0.015	-0.381	-0.388	0.127	-0.049	0.148	0.429
HepB	-0.219	0.108	0.266	0.746	0.382	0.229	1.000	-0.372	0.354	-0.336	0.363	-0.338	-0.259	0.113	0.719	-0.067	-0.116	-0.126	0.104	-0.009	0.229	0.228
HIV/AIDS	0.521	-0.184	-0.524	-0.470	-0.614	-0.433	-0.372	1.000	-0.631	0.487	-0.749	0.512	0.204	-0.255	-0.483	0.064	0.483	0.471	-0.143	0.008	-0.056	0.126
Income_Composition	-0.533	0.494	0.584	0.516	0.881	0.661	0.354	-0.631	1.000	-0.541	0.835	-0.552	-0.203	0.416	0.522	0.034	-0.574	-0.575	0.221	-0.022	0.185	0.686
Infant_Deaths	0.390	-0.361	-0.489	-0.423	-0.595	-0.417	-0.336	0.487	-0.541	1.000	-0.594	0.993	0.573	-0.361	-0.426	0.318	0.466	0.480	-0.214	0.040	-0.052	0.065
Life_Expectancy	-0.648	0.416	0.585	0.541	0.791	0.567	0.363	-0.749	0.835	-0.594	1.000	-0.612	-0.277	0.429	0.531	-0.015	-0.610	-0.620	0.281	-0.029	0.153	0.627
lt5_Deaths	0.403	-0.360	-0.501	-0.426	-0.606	-0.422	-0.338	0.512	-0.552	0.993	-0.612	1.000	0.574	-0.362	-0.430	0.311	0.474	0.487	-0.220	0.031	-0.052	0.060
Measles	0.146	-0.195	-0.276	-0.253	-0.288	-0.169	-0.259	0.204	-0.203	0.573	-0.277	0.574	1.000	-0.153	-0.255	0.245	0.312	0.325	-0.175	0.058	-0.095	0.022
Percent_Expenditure	-0.297	0.263	0.282	0.227	0.466	0.575	0.113	-0.255	0.416	-0.361	0.429	-0.362	-0.153	1.000	0.213	0.008	-0.307	-0.309	0.161	-0.101	-0.050	0.448
Polio	-0.320	0.253	0.332	0.921	0.529	0.348	0.719	-0.483	0.522	-0.426	0.531	-0.430	-0.255	0.213	1.000	-0.068	-0.233	-0.243	0.147	-0.010	0.116	0.306
Population	0.022	0.015	-0.019	-0.053	-0.018	-0.015	-0.067	0.064	0.034	0.318	-0.015	0.311	0.245	0.008	-0.068	1.000	-0.007	0.002	-0.021	0.017	0.032	0.067
Thinness_1-19y	0.399	-0.434	-0.574	-0.246	-0.571	-0.381	-0.116	0.483	-0.574	0.466	-0.610	0.474	0.312	-0.307	-0.233	-0.007	1.000	0.949	-0.343	0.026	-0.041	0.464
Thinness_5-9y	0.413	-0.427	-0.584	-0.254	-0.572	-0.388	-0.126	0.471	-0.575	0.480	-0.620	0.487	0.325	-0.309	-0.243	0.002	0.949	1.000	-0.357	0.041	-0.040	0.467
Total_Expenditure	-0.175	0.332	0.251	0.153	0.267	0.127	0.104	-0.143	0.221	-0.214	0.281	-0.220	-0.175	0.161	0.147	-0.021	-0.343	-0.357	1.000	0.015	0.061	0.404
Unnamed: 0	0.027	-0.048	0.002	-0.009	-0.043	-0.049	-0.009	0.008	-0.022	0.040	-0.029	0.031	0.058	-0.101	-0.010	0.017	0.026	0.041	0.015	1.000	-0.004	0.148
Year	-0.053	-0.092	0.147	0.139	0.186	0.148	0.229	-0.056	0.185	-0.052	0.153	-0.052	-0.095	-0.050	0.116	0.032	-0.041	-0.040	0.061	-0.004	1.000	0.000
Dev_Status	0.364	0.631	0.459	0.315	0.602	0.429	0.228	0.126	0.686	0.065	0.627	0.060	0.022	0.448	0.306	0.067	0.464	0.467	0.404	0.148	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Unnamed: 0	Country	Year	Dev_Status	Life_Expectancy	Adult_Mortality	Infant_Deaths	Alcohol	Percent_Expenditure	HepB	Measles	BMI	lt5_Deaths	Polio	Total_Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness_1-19y	Thinness_5-9y	Income_Composition	Education
0	0	Afghanistan	2015	Developing	65.0	263.0	62	0.01	71.279624	65.0	1154	19.1	83	6.0	8.16	65.0	0.1	584.259210	33736494.0	17.2	17.3	0.479	10.1
1	1	Afghanistan	2014	Developing	59.9	271.0	64	0.01	73.523582	62.0	492	18.6	86	58.0	8.18	62.0	0.1	612.696514	327582.0	17.5	17.5	0.476	10.0
2	2	Afghanistan	2013	Developing	59.9	268.0	66	0.01	73.219243	64.0	430	18.1	89	62.0	8.13	64.0	0.1	631.744976	31731688.0	17.7	17.7	0.470	9.9
3	3	Afghanistan	2012	Developing	59.5	272.0	69	0.01	78.184215	67.0	2787	17.6	93	67.0	8.52	67.0	0.1	669.959000	3696958.0	17.9	18.0	0.463	9.8
4	4	Afghanistan	2011	Developing	59.2	275.0	71	0.01	7.097109	68.0	3013	17.2	97	68.0	7.87	68.0	0.1	63.537231	2978599.0	18.2	18.2	0.454	9.5
5	5	Afghanistan	2010	Developing	58.8	279.0	74	0.01	79.679367	66.0	1989	16.7	102	66.0	9.20	66.0	0.1	553.328940	2883167.0	18.4	18.4	0.448	9.2
6	6	Afghanistan	2009	Developing	58.6	281.0	77	0.01	56.762217	63.0	2861	16.2	106	63.0	9.42	63.0	0.1	445.893298	284331.0	18.6	18.7	0.434	8.9
7	7	Afghanistan	2008	Developing	58.1	287.0	80	0.03	25.873925	64.0	1599	15.7	110	64.0	8.33	64.0	0.1	373.361116	2729431.0	18.8	18.9	0.433	8.7
8	8	Afghanistan	2007	Developing	57.5	295.0	82	0.02	10.910156	63.0	1141	15.2	113	63.0	6.73	63.0	0.1	369.835796	26616792.0	19.0	19.1	0.415	8.4
9	9	Afghanistan	2006	Developing	57.3	295.0	84	0.03	17.171518	64.0	1990	14.7	116	58.0	7.43	58.0	0.1	272.563770	2589345.0	19.2	19.3	0.405	8.1

	Unnamed: 0	Country	Year	Dev_Status	Life_Expectancy	Adult_Mortality	Infant_Deaths	Alcohol	Percent_Expenditure	HepB	Measles	BMI	lt5_Deaths	Polio	Total_Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness_1-19y	Thinness_5-9y	Income_Composition	Education
2928	2928	Zimbabwe	2009	Developing	50.0	587.0	30	4.64	1.040021	73.0	853	29.0	45	69.0	6.26	73.0	18.1	65.824121	1381599.0	7.5	7.4	0.419	9.9
2929	2929	Zimbabwe	2008	Developing	48.2	632.0	30	3.56	20.843429	75.0	0	28.6	46	75.0	4.96	75.0	20.5	325.678573	13558469.0	7.8	7.8	0.421	9.7
2930	2930	Zimbabwe	2007	Developing	46.6	67.0	29	3.88	29.814566	72.0	242	28.2	46	73.0	4.47	73.0	23.7	396.998217	1332999.0	8.2	8.2	0.414	9.6
2931	2931	Zimbabwe	2006	Developing	45.4	7.0	28	4.57	34.262169	68.0	212	27.9	45	71.0	5.12	7.0	26.8	414.796232	13124267.0	8.6	8.6	0.408	9.5
2932	2932	Zimbabwe	2005	Developing	44.6	717.0	28	4.14	8.717409	65.0	420	27.5	43	69.0	6.44	68.0	30.3	444.765750	129432.0	9.0	9.0	0.406	9.3
2933	2933	Zimbabwe	2004	Developing	44.3	723.0	27	4.36	0.000000	68.0	31	27.1	42	67.0	7.13	65.0	33.6	454.366654	12777511.0	9.4	9.4	0.407	9.2
2934	2934	Zimbabwe	2003	Developing	44.5	715.0	26	4.06	0.000000	7.0	998	26.7	41	7.0	6.52	68.0	36.7	453.351155	12633897.0	9.8	9.9	0.418	9.5
2935	2935	Zimbabwe	2002	Developing	44.8	73.0	25	4.43	0.000000	73.0	304	26.3	40	73.0	6.53	71.0	39.8	57.348340	125525.0	1.2	1.3	0.427	10.0
2936	2936	Zimbabwe	2001	Developing	45.3	686.0	25	1.72	0.000000	76.0	529	25.9	39	76.0	6.16	75.0	42.1	548.587312	12366165.0	1.6	1.7	0.427	9.8
2937	2937	Zimbabwe	2000	Developing	46.0	665.0	24	1.68	0.000000	79.0	1483	25.5	39	78.0	7.10	78.0	43.5	547.358878	12222251.0	11.0	11.2	0.434	9.8

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample